AI agent tool reliability // full index

Tools

health Brinkv3/consulting-mcp-server — Server health check: API key, vector store, schemas, pipeline status
audit_process_interview Brinkv3/consulting-mcp-server — Process interview artifacts against a question framework (one app at a time)
rag_query Brinkv3/consulting-mcp-server — Single-pass RAG: retrieve + generate grounded answer with citations
rag_agent_query Brinkv3/consulting-mcp-server — Multi-agent RAG for complex, multi-part questions (slower, more thorough)
audit_generate_questions Brinkv3/consulting-mcp-server — Generate interview questions from engagement documents
rag_index Brinkv3/consulting-mcp-server — Re-index a corpus directory into the vector store (destructive)
doc_classify Brinkv3/consulting-mcp-server — Classify a document by type (SOW, Contract, Project Plan, etc.)
doc_extract Brinkv3/consulting-mcp-server — Full single-doc pipeline: classify + extract structured fields + validate
doc_assess Brinkv3/consulting-mcp-server — Multi-document assessment with cross-document analysis and narrative
doc_types Brinkv3/consulting-mcp-server — List available document types and schemas (no API call)
defarm_whoami defarm-repo/@defarm/mcp — user + workspace of the configured credentials
defarm_ensure_keys defarm-repo/@defarm/mcp — generate (locally) + register the workspace key pairs — returns ids/fingerprints only
defarm_export_recipient defarm-repo/@defarm/mcp — export this workspace's public recipient bundle for out-of-band sharing
defarm_ingest defarm-repo/@defarm/mcp — partner ingestion, with preview dry-run
defarm_seal defarm-repo/@defarm/mcp — seal a field for addressed recipients — DeFarm stays blind; bindings re-verified
defarm_open defarm-repo/@defarm/mcp — decrypt a sealed field locally; authorship re-verified locally
defarm_verify defarm-repo/@defarm/mcp — public verification (anchor, RFC3161, sealed commitments) — no account needed
defarm_get_item defarm-repo/@defarm/mcp — membership-gated read (uniform 404)
defarm_get_item_public defarm-repo/@defarm/mcp — public read (uniform 404)
defarm_resolve_identifier defarm-repo/@defarm/mcp — resolve by SISBOV/chip/…
pqc_stig io.github.nouchix/pqc-khepra-mcp — Assess project quantum readiness against PQC-01-STIG-V1R1
ert_scan io.github.nouchix/pqc-khepra-mcp — Run a scan and generate a Godfather Report with dollar-denominated business impact
create_agent rinadelph/Agent-MCP — Create a new specialized AI agent
assign_task rinadelph/Agent-MCP — Assign tasks to specific agents
query_project_context rinadelph/Agent-MCP — Query the shared knowledge graph
manage_agent_communication rinadelph/Agent-MCP — Handle inter-agent messaging
list_agents rinadelph/Agent-MCP — View all active agents and their status
terminate_agent rinadelph/Agent-MCP — Safely shut down agents
view_tasks rinadelph/Agent-MCP — Monitor task progress and dependencies
update_task_status rinadelph/Agent-MCP — Track completion and blockers
view_project_context rinadelph/Agent-MCP — Access stored project information
send_agent_message rinadelph/Agent-MCP — Direct messaging between agents
broadcast_message rinadelph/Agent-MCP — Send updates to all agents
request_assistance rinadelph/Agent-MCP — Escalate complex issues
ask_project_rag rinadelph/Agent-MCP — Query the persistent knowledge graph
update_project_context rinadelph/Agent-MCP — Add architectural decisions and patterns
buscar leonardo-amaral-3/claude-brain — Busca no índice híbrido (BM25 + embeddings) por contexto do produto: specs, docs, decisões, cards, PRs, commits e código-fonte.
lembrar leonardo-amaral-3/claude-brain — Grava uma decisão no cofre Obsidian (pasta claude/decisoes) para registro permanente.
mapear leonardo-amaral-3/claude-brain — Gera um mapa de arquitetura do repositório e salva em claude/mapas.
diario leonardo-amaral-3/claude-brain — Escreve uma nota no diário de sessão, na pasta claude/diario.
find_nearest_airport airlabs-co/AirLabs MCP Server — Closest airports to a coordinate
search_airport_code airlabs-co/AirLabs MCP Server — Resolve a name to an IATA/ICAO code
get_flight_status airlabs-co/AirLabs MCP Server — Live status of one flight by IATA/ICAO number
lookup_aircraft airlabs-co/AirLabs MCP Server — Aircraft by registration or ICAO24 hex
find_routes airlabs-co/AirLabs MCP Server — Which airlines fly a given route
get_airport_schedule airlabs-co/AirLabs MCP Server — Departures / arrivals board for an airport
monitor_delays airlabs-co/AirLabs MCP Server — Flights delayed beyond a threshold
track_live_flights airlabs-co/AirLabs MCP Server — Live aircraft positions by area, airline or registration
get_airline_info airlabs-co/AirLabs MCP Server — Airline details by code
get_airport_info airlabs-co/AirLabs MCP Server — Airport details by code
search_transcripts AdesiaHQ/phonotheca-mcp — Full-text search across every transcript, optional project filter. Returns cited passages.
list_projects AdesiaHQ/phonotheca-mcp — The workspace's projects with interview counts.
list_interviews AdesiaHQ/phonotheca-mcp — A project's interviews with duration, language, and status.
get_transcript AdesiaHQ/phonotheca-mcp — A speaker-labelled transcript with timestamps, paged for long interviews.
edit_diagram hj1003862396/Next AI Draw.io MCP Server — Edit diagram by ID-based operations (update/add/delete cells)
create_new_diagram hj1003862396/Next AI Draw.io MCP Server — Create a new diagram from XML
get_diagram hj1003862396/Next AI Draw.io MCP Server — Get the current diagram XML
export_diagram hj1003862396/Next AI Draw.io MCP Server — Save diagram to a .drawio file
start_session hj1003862396/Next AI Draw.io MCP Server — Opens browser with real-time diagram preview
search_by_license Agostynah/zenodo-mcp — Search for records filtered by SPDX licenses (e.g. MIT, CC-BY-4.0).
inspect_license Agostynah/zenodo-mcp — Retrieve permissions (commercial use, attribution, copyleft, modification) for a given license.
compare_records Agostynah/zenodo-mcp — Perform a side-by-side comparison of two records' sizes, formats, metrics, and dates.
list_files Agostynah/zenodo-mcp — List files associated with a record, returning direct download URLs (fully read-only, safe, no disk writes).
related_records Agostynah/zenodo-mcp — Extract related record IDs grouped by connection type.
resolve_doi Agostynah/zenodo-mcp — Resolve a DOI or DOI URL to its metadata record.
cite_record Agostynah/zenodo-mcp — Generate standard citations (APA, MLA, Harvard, Chicago, BibTeX, RIS).
export_metadata Agostynah/zenodo-mcp — Export metadata in JSON, YAML, BibTeX, or RIS formats.
latest_version Agostynah/zenodo-mcp — Fetch the version timeline and latest edition of any record.
search_records Agostynah/zenodo-mcp — Search Zenodo records using full Elasticsearch syntax.
search_by_community Agostynah/zenodo-mcp — Filter and search records inside a specific community (e.g. cern).
search_by_funder Agostynah/zenodo-mcp — Search for records funded by a grant agency (e.g. NSF, EC).
get_record Agostynah/zenodo-mcp — Retrieve complete metadata, abstracts, statistics, and authors.
recommend_dataset Agostynah/zenodo-mcp — Rank datasets matching a natural language prompt using metadata quality and downloads metrics.
find_training_datasets Agostynah/zenodo-mcp — Recommend machine learning training datasets based on modality, license terms, and size constraints.
generate_data_card Agostynah/zenodo-mcp — Synthesize an AI-friendly dataset summary card (similar to Hugging Face Data Cards).
evaluate_reusability Agostynah/zenodo-mcp — Grade a dataset's reusability score (0-100) based on FAIR principles.
build_research_bundle Agostynah/zenodo-mcp — Assemble linked paper, dataset, and code assets into a unified reproducibility package.
sbomapp_generateSbomFromWorkspace mcpsbom/sbomapp-mcp-server — Generate SBOM, scan vulnerabilities, analyze dependencies, and check licenses for your current project
generate_sbom mcpsbom/sbomapp-mcp-server — Generate a complete SBOM with vulnerability report for your project
scan_vulnerabilities mcpsbom/sbomapp-mcp-server — Scan your project for security vulnerabilities with CVE details
analyze_dependencies mcpsbom/sbomapp-mcp-server — Analyze all dependencies — types, licenses, and risk assessment
domains_list markfietje/brain-server — List domains.
ingest markfietje/brain-server — Ingest content into the memory store.
verify markfietje/brain-server — Verify a claim against stored content.
graph_traverse markfietje/brain-server — Recursive walk of knowledge graph.
sources_reconcile markfietje/brain-server — Sweep orphans from deleted sources.
delete_source markfietje/brain-server — Delete a source.
domains_create markfietje/brain-server — Create a domain.
domains_delete markfietje/brain-server — Delete a domain.
reindex markfietje/brain-server — Rebuild vector and FTS indexes.
ingest_markdown markfietje/brain-server — Ingest a markdown document with knowledge graph extraction.
ingest_memory markfietje/brain-server — Structured memory ingest.
embeddings markfietje/brain-server — OpenAI-compatible embeddings.
verify markfietje/brain-server — Verify the integrity of the audit chain.
recall markfietje/brain-server — Retrieve relevant content based on a query.
search markfietje/brain-server — Semantic search over ingested memory chunks (deprecated; use recall).
get markfietje/brain-server — Fetch a chunk by ID.
multi_get markfietje/brain-server — Fetch multiple chunks by IDs.
delete_memory markfietje/brain-server — Delete a chunk (tombstone).
graph_entity markfietje/brain-server — Get entity and 1-hop relations.

AI agent tool reliability // full index

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