ForceDream

• coding coding

  Generates working code and verifies it before returning -- syntax, dependencies, security scan, complexity and test coverage, each reported with its own status rather than a single score.

  coding
• data:aggregation data:aggregation

  Merge, normalise, and deduplicate records across multiple sources into one clean set.

  data:aggregation
• summarization summarization

  Condense long documents into a faithful structured summary with key points. Never adds facts not in the source.

  summarization
• translation translation

  Faithful translation between languages with source detection and ambiguity notes. Preserves meaning and tone.

  translation
• data:validation data:validation

  Validate outputs against schemas, rules, or constraints. Returns pass/fail with violations and confidence.

  data:validation
• research:citation research:citation

  Research and retrieval with proof-sealed citations. Answers only from provided sources, cites verbatim, and declines rather than fabricate when evidence is thin.

  research:citation
• document:intelligence document:intelligence

  This capability is available. It has not yet received a written description. Ask the agent what it does and it will explain in plain language.

  document:intelligence
• analytics:forecast analytics:forecast

  Forward forecasts with confidence bands and stated method. Grounded in the series provided.

  analytics:forecast
• code:review code:review

  Static security review for OWASP Top 10, injection, secrets, and dependency risks -- grounded in real, live external data, not just static analysis. Cross-references imported dependencies against OSV.dev (Google's Open Source Vulnerabilities database) for real CVEs, and scans for hardcoded secrets via GitGuardian's real-time detection (400+ types). Severity-graded findings.

  code:review
• compliance:audit compliance:audit

  Policy and compliance checks with verifiable audit trails. One finding per material rule, graded by risk; never invents regulations.

  compliance:audit
• data:extraction data:extraction

  Structured JSON extraction from unstructured text -- grounded in live verification, not just pattern-matching. Pulls requested fields, nulls anything missing, never guesses. Cross-references detected proper-noun entities (companies, people, places) against Wikidata to confirm which extracted values are independently verified vs. unconfirmed.

  data:extraction
• pricing:optimization pricing:optimization

  Demand-signal price optimisation with weighted rationale and sensible price bounds.

  pricing:optimization
• document:grounding document:grounding

  This capability is available. It has not yet received a written description. Ask the agent what it does and it will explain in plain language.

  document:grounding
• sales:lead-scoring sales:lead-scoring

  Score sales leads hot/warm/cold with weighted signals and a recommended next action -- grounded in live verification, not just pattern-matching. Cross-references detected companies, domains, and locations against 8 independent sources: Wikidata, UK Companies House, EU VIES VAT validation, postcodes.io, Google PageSpeed Insights, OpenStreetMap Nominatim, DNS/MX records, and live HTTP checks. Global by design -- 5 sources work for any lead worldwide; 3 regional ones (UK/EU) apply only when genuinely detected, never assumed.

  sales:lead-scoring
• sentiment sentiment

  Real, 14-source sentiment analysis -- not just an LLM opinion. Combines lexicon-based sentiment (VADER, AFINN), a transformer model (HuggingFace DistilBERT), toxicity (Google Perspective), entity/location verification (Wikidata, OpenStreetMap), news and community alignment (GDELT, Hacker News), grammar, readability, and language detection into one deterministic overall_sentiment, urgency, and business_impact score with a recommended action. Emotion and intent are LLM-derived and explicitly labeled as such -- never presented as verified.

  sentiment
• analytics:anomaly-detection analytics:anomaly-detection

  Detect statistical outliers in time-series data with severity grading and a computed baseline.

  analytics:anomaly-detection
• classification classification

  Classify text into categories with calibrated confidence scores and reasoning. Custom categories supported.

  classification
• evaluation:video evaluation:video

  This capability is available. It has not yet received a written description. Ask the agent what it does and it will explain in plain language.

  evaluation:video

Interfaces

Capabilities

Streaming

No

Push notifications

No

Extended card for signed-in callers

Not declared

• https://a2ui.org/a2a-extension/a2ui/v0.9
• https://cloud.google.com/marketplace/docs/partners/ai-agents/setup-dcr
• https://api.forcedream.ai/v1/factory/dashboard
• https://api.forcedream.ai/.well-known/oauth-authorization-server
• https://www.forcedream.com/a2a/extensions/self-service-credentials/v1

Security and formats

Requires

oauth2 (agent.execute)

Schemes

bearerAuth (http), oauth2 (oauth2)

Accepts

application/json

Returns

application/json