One model, no refusals, and the jobs people use it for
92 pages for the work hosted frontier APIs decline. Same product on every one of them. The difference is the job, not a swapped noun.
MagmaRouter routes state of the art open source models, and our team alters the weights so the model refuses nothing on any subject. It is an OpenAI-compatible gateway. You buy credit, mint a key with a hard spend cap, and point the SDK at one URL. Prompts are not stored. A signed receipt of the hash comes back with the response.
Uncensored AI for red teamsAbliterated models for authorised red team engagements. OpenAI-compatible, per-key spend caps, no prompt retention.
AI for phishing simulationsGenerate phishing lures and follow-ups for security awareness programmes. Capped keys, no prompt log.
AI for malware analysisAbliterated models for static and behavioural malware analysis. One endpoint, spend caps that hold.
AI for penetration testingUse uncensored models during authorised pentests: recon notes, payload variants, and findings write-ups on one capped key.
AI for exploit researchAbliterated models for vulnerability research and exploit development on systems you are allowed to break.
AI for threat intelligenceUncensored models for threat intel: clustering IOCs, drafting actor briefs, and extracting TTPs without a safety filter eating the source.
AI for SOC analystsA capped, OpenAI-compatible endpoint for SOC triage: alerts, malware notes and hunt queries, on models that do not refuse security content.
AI for purple team exercisesRun purple team exercises with models that will write both the attack step and the detection, under a hard spend cap.
AI for incident responseIncident response assistants on uncensored models: timelines, malware notes, comms drafts. Prompts are not stored.
AI for detection engineeringDetection engineering with models that will produce both the offensive example and the query, billed to a capped key.
AI for vulnerability researchModels that will discuss incomplete patches, crash triage and advisory drafts for researchers working on in-scope targets.
AI for jailbreak testingRun jailbreak and refusal evaluations against your product using models that will actually produce the attacks. Hard caps, no prompt store.
AI for prompt injection testingBuild prompt-injection and indirect-injection test cases for RAG and tool-using agents, on uncensored models with spend caps.
AI for trust and safety teamsTrust and safety teams need models that will produce policy-violating examples so classifiers can be trained. MagmaRouter does that, with caps and no retention.
AI for abuse classifier trainingCreate synthetic abuse, spam and malware-adjacent text to train classifiers, billed per key, never stored on MagmaRouter.
AI for DFIRDigital forensics and incident response with models that will read dumps, notes and encoded commands. Signed receipts, no prompt store.
AI for threat huntingThreat hunting assistants that will name the attacker behaviour and the query, on capped keys with no prompt retention.
AI for reverse engineeringReverse engineering help on uncensored models: functions, packers, protocols. For binaries you are allowed to reverse.
AI for security awareness contentWrite security awareness content and simulated attacks that match current campaigns, using models that will not refuse the examples.
AI for tabletop exercisesGenerate tabletop injects, adversary moves and facilitator notes with models that will describe the attack, not euphemise it.
AI for web app security testingWeb app security testing with uncensored models: XSS, SSRF, authz bypass drafts, for in-scope targets, with per-key caps.
AI for cloud security assessmentsCloud security assessments with models that will discuss privilege escalation and offensive checks against accounts you own.
AI for CVE reproductionCVE reproduction and patch validation with models that will discuss the exploit path for systems you are allowed to run.
AI for OSINT investigationsOSINT investigations with models that will work with messy, hostile or leak-shaped text, without storing the prompt.
AI for social engineering trainingAuthorised social engineering training: pretext, vishing scripts, debriefs. Capped keys, no prompt retention.
AI for content moderation datasetsBuild content moderation datasets with uncensored models so the labels match production, not a safety-tuned subset.
AI for adversarial ML testingAdversarial ML testing: jailbreaks, poisoning examples, extraction probes, against models you own, via a capped uncensored endpoint.
AI for ransomware playbooksRansomware tabletop playbooks and IR notes generated by models that will describe the intrusion, for defenders building the response.
AI for attack surface mappingAttack surface mapping for assets you own: grouping hosts, guessing purpose, drafting the next check, on uncensored models with caps.
Uncensored security LLM APIOne uncensored, abliterated LLM API for security teams: red team, T&S, research. Spend caps that hold. Prompts not stored.
AI for criminal defence workProcess case material, disclosure and witness statements without the model refusing the subject of the case.
AI for discovery and document reviewFirst-pass review of discovery sets containing threats, harassment or graphic material, with per-matter spend caps.
AI for investigative journalismWork through primary source material on organised crime, trafficking and radicalisation without the model refusing the subject.
AI for financial crime and AML teamsWrite typologies, tune detection rules and draft SAR narratives with a model that will discuss the method.
AI for insurance fraud investigationInvestigate suspicious claims, including fire, injury and staged accidents, without the subject tripping a refusal.
AI for crime and thriller writersWrite realistic criminal dialogue, violence and procedure in fiction without the model sanding the edges off.
AI for harm reduction servicesAnswer drug interaction, dosing and overdose response questions plainly, for services whose job is exactly that.
AI for extremism and terrorism researchAnalyse radicalisation material and extremist corpora at scale without the corpus itself triggering refusals.
AI for forensic and threat assessment reportsDraft risk formulations and threat assessments that have to state what the person might actually do.
Uncensored AI for regulated industriesThe controls a regulated buyer needs on top of a model that will actually answer: hard caps, per-key attribution, zero retention.
AI for biology homeworkBiology homework help on uncensored models: diagrams, definitions and problem sets answered straight, on a key capped at a few dollars.
AI for biology exam prepRevise biology with a model that marks your answers against the mark scheme and drills the topics you keep dropping marks on.
AI for anatomy and physiology studyAnatomy and physiology study help: structures, pathways and clinical correlations, answered straight when the material is graphic.
AI for cell biologyCell biology explained at any depth: organelles, signalling and the cell cycle, from first year to honours in the same thread.
AI for genetics problem setsGenetics homework help: crosses, pedigrees, linkage and population genetics, with the working shown rather than just the answer.
AI for molecular biology literature reviewSummarise molecular biology papers into a review matrix: methods, findings and the conflicts between them. Your drafts are not retained.
AI for bioinformatics workflowsBioinformatics help on models with tool calling: pipeline scripts, parameter choices and result interpretation, billed per token.
AI for ecology courseworkEcology coursework and reports: quadrats, transects, diversity indices and the write-up, helped from raw counts to conclusions.
AI for evolution essaysEvolution essays and exam answers: mechanisms, lines of evidence, and the misconceptions markers hunt for.
AI for microbiology lab reportsMicrobiology lab reports: stains, media, identification and discussion, written up without the refusal the subject attracts.
AI for biology lab reportsStructure any biology practical write-up: method in past tense, results without commentary, discussion that answers the aim.
AI for biology flashcardsTurn lecture notes into flashcards and spaced-repetition prompts, in the import format your SRS app already takes.
AI for biology diagramsPaste a textbook figure's labels or describe it, and get the mechanism, the exam relevance and the common trap.
AI for physiology case studiesPhysiology case-study practice for health students: interpretation in clinical order, with the reasoning made explicit.
AI for biology tutorsBiology tutors: session plans, question banks, misconception lists and marking help, on one capped key.
AI for biology teachersLesson resources for biology teachers: worksheets, practical run sheets, model answers and differentiation, drafted fast.
AI for science fair projectsScience fair and investigation projects: testable questions, method design, data tables and the write-up, sized to real equipment.
AI for biology research papersDraft the methods, results and discussion of a biology paper, with your unpublished data staying unpublished.
AI for peer review in biologyPeer review help for biology manuscripts: structure, major versus minor concerns, and the tone that gets taken seriously.
AI for biostatisticsBiostatistics help: choosing tests, reading R and SPSS output, and writing the results paragraph without inventing certainty.
AI for biochemistry and metabolismMetabolic pathways explained step by step: regulation, rate-limiting steps, and the exam questions each pathway is really asking.
AI for immunology studyImmunology concepts without the hedge: innate to adaptive, signalling cascades, and the vocabulary that stops being a wall.
AI for neuroscience basicsNeuroscience study help: membrane potentials, synapses, systems and disorders, explained at the level your course sets.
AI for plant identification studyBotany study help: dichotomous keys, family characters, terminology, and describing what you actually see in the field.
AI for zoology courseworkZoology study help: taxonomy, comparative anatomy, behaviour essays and practical write-ups, answered without hedging.
AI for marine biology studyMarine biology coursework: ocean systems, taxonomy, fisheries and conservation essays, helped at any depth.
AI for mycology and mushroom studyMycology study: fungal biology, identification skills and ecology. Learn to key mushrooms with characters, not guesses.
AI for biology olympiad prepBiology olympiad and competition prep: hard questions, exam-standard marking, and the depth past the school syllabus.
AI for MCAT biology and biochemMCAT bio and biochem practice: passages dissected, reasoning shown, and the experiment-style questions the section is built from.
AI for nursing bioscienceNursing bioscience study: anatomy, physiology, fluids and medication calculation, tied to the clinical reasoning exams test.
AI for pathology courseworkPathology study: disease mechanisms, histopathology descriptions and case correlations, without the model refusing the material.
AI for epidemiology courseworkEpidemiology study: study designs, outbreak investigation exercises and bias, explained for coursework and exams.
AI for veterinary science studyVet and vet-nursing study: pharmacology, anaesthesia, welfare and clinical cases, without the refusal the topic attracts.
AI for pharmacology studyPharmacology study help: mechanisms, interactions and exam-style questions, taught as a trio, not as a drug list.
AI for entomology studyEntomology study: insect orders, keying, pest biology and collection coursework, taught with the characters that decide IDs.
AI for birding and ornithologyBirding help: turning glimpses into structured notes, learning songs, and the ornithology behind the field marks.
AI for biology terminologyLearn biology's vocabulary by roots and construction instead of memorising a glossary that will not hold.
AI for translating biology study materialTranslate and explain biology material across languages: terms kept exact, explanations rebuilt in the language you think in.
AI for biology video scriptsBiology education content: scripts for YouTube and shorts with the facts checked and the tone yours.
AI for biotech and health science communicationTurn research into web copy, explainers and patient materials, with the claims kept exactly as strong as the paper's.
AI for biology newslettersRun a biology or health newsletter: find the finding, write the explainer, keep the standard up for fifty weeks.
AI for museum and aquarium copyExhibit panels, trail guides and signage: accurate biology at a reading level visitors actually use.
AI for citizen science projectsCitizen science help: designing protocols people follow, and turning volunteer observations into usable records.
AI for building biology reading listsReading lists and paper triage for biology topics: what to read first, what to skip, and what each one contributes.
AI for lab notebook summariesSummarise lab notebooks and raw results into progress updates, with unpublished data staying private.
AI for biology study groupsRun a better biology study group: discussion questions, dispute resolution when notes disagree, and a referee that knows the material.
AI for biology quizzesGenerate biology quizzes where the wrong answers are the mistakes students actually make, not filler.
AI for biology syllabus planningPlan a biology course: sequence, time budgets, practical scheduling and the assessment map, drafted in an afternoon.
AI for agriculture science studyAgriculture coursework: agronomy, soils, pest and disease management, studied plainly for exams and farm decisions.
AI for food science studyFood science and technology study: fermentation, preservation, HACCP coursework and spoilage, taught plainly.
AI for biology program applicationsApplications for biology programs: personal statements, research proposals and interview prep, drafted without the cliches.
AI for field biology notesField naturalists: turn rough notes into structured records, learn what to record, and build a journal worth keeping.